{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-03-08T10:21:22.006799Z",
     "start_time": "2025-03-08T10:21:15.979097Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T10:21:43.562845Z",
     "start_time": "2025-03-08T10:21:43.375173Z"
    }
   },
   "cell_type": "code",
   "source": "plt.plot([1, 2, 3], [4, 5, 6])",
   "id": "80c19f20e96b40a4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f8815391e80>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T10:23:32.311805Z",
     "start_time": "2025-03-08T10:23:32.307108Z"
    }
   },
   "cell_type": "code",
   "source": "plt.show()",
   "id": "457a1d18db516705",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T10:27:30.064239Z",
     "start_time": "2025-03-08T10:27:29.917945Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17,17,18,15,11,11,13]\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "4c52ae34d749e4e1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T10:28:07.919295Z",
     "start_time": "2025-03-08T10:28:07.774700Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17,17,18,15,11,11,13]\n",
    "plt.plot(x,y,color='red',alpha=0.5,linestyle='--',linewidth=2)\n",
    "plt.show()"
   ],
   "id": "c7d93715ef8af73f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T10:30:42.576434Z",
     "start_time": "2025-03-08T10:30:42.447817Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8)\n",
    "y = [17,17,18,15,11,11,13]\n",
    "plt.plot(x,y,marker='o')\n",
    "plt.show()"
   ],
   "id": "a8e1cbb89f3fee7a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置的图片的大小和保存",
   "id": "b48229753948664e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T10:44:41.335797Z",
     "start_time": "2025-03-08T10:44:41.150042Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 生成 x 轴数据\n",
    "x = range(2, 26, 2)\n",
    "\n",
    "# 生成 y 轴数据\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize: 指定 figure 的宽和高，单位为英寸；\n",
    "dpi 参数指定绘图对象的分辨率，即每英寸多少个像素，\n",
    "缺省值为 80，1 英寸等于 2.5cm, A4 纸是 21 * 30cm 的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize 中对应的单位是英寸，dpi 是每英寸有多少像素点\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 绘制图形\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "id": "238753e026f7e206",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T10:48:39.725875Z",
     "start_time": "2025-03-08T10:48:39.496663Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 生成 x 轴数据\n",
    "x = range(2, 26, 2)\n",
    "\n",
    "# 生成 y 轴数据\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "\n",
    "# 设置画布大小和分辨率\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 设置 x 轴的刻度\n",
    "plt.xticks(x)\n",
    "\n",
    "# 设置 y 轴的刻度\n",
    "plt.yticks(range(min(y), max(y) + 1))\n",
    "\n",
    "# 构造 x 轴刻度标签，格式为 \"X:00\"\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "\n",
    "# 设置 x 轴刻度标签，并旋转 45 度\n",
    "plt.xticks(x, x_ticks_label, rotation=45)\n",
    "\n",
    "# 构造 y 轴刻度标签，格式为 \"Y℃\"\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y), max(y) + 1)]\n",
    "\n",
    "# 设置 y 轴刻度标签\n",
    "plt.yticks(range(min(y), max(y) + 1), y_ticks_label)\n",
    "\n",
    "# 绘图\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "id": "689ddf141001e36",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T10:54:27.211119Z",
     "start_time": "2025-03-08T10:54:26.962584Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "# 定义 y1 和 y2 数据\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "# 定义 x 轴数据\n",
    "x = range(11, 31)\n",
    "\n",
    "# 设置图形大小和分辨率\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "'''\n",
    "添加图例: label 对线的解释，然后用 plt.legend 添加到图片上;\n",
    "添加颜色: color='red';\n",
    "线条风格：linestyle='-';\n",
    "    - 实线、-- 虚线、-. 点划线、: 点虚线、' ' 留空或空格\n",
    "线条粗细：linewidth=5\n",
    "透明度：alpha=0.5\n",
    "'''\n",
    "# 绘制 y1 数据\n",
    "plt.plot(x, y1, color='red', label='自己', linestyle='-', linewidth=5, alpha=0.5)\n",
    "\n",
    "# 绘制 y2 数据\n",
    "plt.plot(x, y2, color='blue', label='同事', linestyle='--', linewidth=5, alpha=0.5)\n",
    "\n",
    "# 设置 x 轴刻度标签\n",
    "xtick_labels = ['{}岁'.format(i) for i in x]\n",
    "\n",
    "\n",
    "# 设置 x 轴刻度和标签，并旋转 45 度\n",
    "plt.xticks(x, xtick_labels, rotation=45)\n",
    "\n",
    "# 绘制网格，设置透明度\n",
    "plt.grid(alpha=0.4)\n",
    "\n",
    "# 添加图例（在这里需要添加 prop 参数以显示中文，其他地方用 fontproperties）\n",
    "# 设置图例位置：upper left、lower left、center left、upper center 等\n",
    "plt.legend(loc='upper right')\n",
    "\n",
    "# 展示图形\n",
    "plt.show()"
   ],
   "id": "da865a216586dd02",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-08T13:29:26.023104Z",
     "start_time": "2025-03-08T13:29:25.575897Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 定义 x 轴数据\n",
    "x = np.arange(1, 100)\n",
    "\n",
    "# 新建 figure 对象，设置图形大小和分辨率\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)\n",
    "\n",
    "# 新建子图 1\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.plot(x, x)  # 绘制 y = x 的线性图\n",
    "\n",
    "# 新建子图 2\n",
    "ax3 = fig.add_subplot(2, 2, 2)\n",
    "ax3.plot(x, x**2)  # 绘制 y = x^2 的二次函数图\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)  # 设置网格线为红色虚线，透明度为 0.3\n",
    "\n",
    "# 新建子图 3\n",
    "ax4 = fig.add_subplot(2, 2, 3)\n",
    "ax4.plot(x, np.log(x))  # 绘制 y = log(x) 的对数函数图\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "id": "d341514d1166425c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "f995ba9e17017526"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
